Pandas Profiling Report

Dataset statistics

Number of variables	42
Number of observations	25192
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.1 MiB
Average record size in memory	336.0 B

Variable types

Numeric	27
Categorical	15

Alerts

`num_outbound_cmds` has constant value ""	Constant
`is_host_login` has constant value ""	Constant
`service` has a high cardinality: 66 distinct values	High cardinality
`src_bytes` is highly overall correlated with `dst_bytes` and 10 other fields	High correlation
`dst_bytes` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`hot` is highly overall correlated with `is_guest_login`	High correlation
`num_compromised` is highly overall correlated with `root_shell` and 1 other fields	High correlation
`num_root` is highly overall correlated with `root_shell` and 1 other fields	High correlation
`num_access_files` is highly overall correlated with `su_attempted`	High correlation
`count` is highly overall correlated with `src_bytes` and 12 other fields	High correlation
`srv_count` is highly overall correlated with `count` and 1 other fields	High correlation
`serror_rate` is highly overall correlated with `src_bytes` and 10 other fields	High correlation
`srv_serror_rate` is highly overall correlated with `src_bytes` and 9 other fields	High correlation
`rerror_rate` is highly overall correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly overall correlated with `src_bytes` and 14 other fields	High correlation
`diff_srv_rate` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`dst_host_count` is highly overall correlated with `count` and 5 other fields	High correlation
`dst_host_srv_count` is highly overall correlated with `src_bytes` and 9 other fields	High correlation
`dst_host_same_srv_rate` is highly overall correlated with `src_bytes` and 13 other fields	High correlation
`dst_host_diff_srv_rate` is highly overall correlated with `src_bytes` and 6 other fields	High correlation
`dst_host_same_src_port_rate` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`dst_host_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`protocol_type` is highly overall correlated with `srv_count` and 1 other fields	High correlation
`service` is highly overall correlated with `protocol_type` and 3 other fields	High correlation
`flag` is highly overall correlated with `logged_in` and 1 other fields	High correlation
`logged_in` is highly overall correlated with `count` and 6 other fields	High correlation
`root_shell` is highly overall correlated with `num_compromised` and 2 other fields	High correlation
`su_attempted` is highly overall correlated with `num_compromised` and 3 other fields	High correlation
`is_guest_login` is highly overall correlated with `hot` and 1 other fields	High correlation
`class` is highly overall correlated with `count` and 10 other fields	High correlation
`flag` is highly imbalanced (55.9%)	Imbalance
`land` is highly imbalanced (99.9%)	Imbalance
`wrong_fragment` is highly imbalanced (95.0%)	Imbalance
`urgent` is highly imbalanced (99.9%)	Imbalance
`num_failed_logins` is highly imbalanced (99.5%)	Imbalance
`root_shell` is highly imbalanced (98.3%)	Imbalance
`su_attempted` is highly imbalanced (99.3%)	Imbalance
`num_shells` is highly imbalanced (99.5%)	Imbalance
`is_guest_login` is highly imbalanced (92.5%)	Imbalance
`src_bytes` is highly skewed (γ1 = 157.5585416)	Skewed
`dst_bytes` is highly skewed (γ1 = 54.77757621)	Skewed
`num_compromised` is highly skewed (γ1 = 62.19108752)	Skewed
`num_root` is highly skewed (γ1 = 62.3210635)	Skewed
`num_file_creations` is highly skewed (γ1 = 52.1416881)	Skewed
`num_access_files` is highly skewed (γ1 = 41.75276352)	Skewed
`duration` has 23168 (92.0%) zeros	Zeros
`src_bytes` has 9866 (39.2%) zeros	Zeros
`dst_bytes` has 13574 (53.9%) zeros	Zeros
`hot` has 24672 (97.9%) zeros	Zeros
`num_compromised` has 24920 (98.9%) zeros	Zeros
`num_root` has 25058 (99.5%) zeros	Zeros
`num_file_creations` has 25126 (99.7%) zeros	Zeros
`num_access_files` has 25113 (99.7%) zeros	Zeros
`serror_rate` has 17329 (68.8%) zeros	Zeros
`srv_serror_rate` has 17708 (70.3%) zeros	Zeros
`rerror_rate` has 21985 (87.3%) zeros	Zeros
`srv_rerror_rate` has 21959 (87.2%) zeros	Zeros
`same_srv_rate` has 543 (2.2%) zeros	Zeros
`diff_srv_rate` has 15245 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 19517 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 1379 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 9343 (37.1%) zeros	Zeros
`dst_host_same_src_port_rate` has 12673 (50.3%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 17387 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 16221 (64.4%) zeros	Zeros
`dst_host_srv_serror_rate` has 17005 (67.5%) zeros	Zeros
`dst_host_rerror_rate` has 20688 (82.1%) zeros	Zeros
`dst_host_srv_rerror_rate` has 21349 (84.7%) zeros	Zeros

Reproduction

Analysis started	2023-04-20 00:18:26.205012
Analysis finished	2023-04-20 00:21:07.524140
Duration	2 minutes and 41.32 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

duration
Real number (ℝ)

Distinct	758
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	305.0541

Minimum	0
Maximum	42862
Zeros	23168
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	42862
Range	42862
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2686.5556
Coefficient of variation (CV)	8.8068169
Kurtosis	146.70102
Mean	305.0541
Median Absolute Deviation (MAD)	0
Skewness	11.532643
Sum	7684923
Variance	7217581.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23168	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
27	40	0.2%
28	38	0.2%
7	26	0.1%
Other values (748)	1101	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23168	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
7	26	0.1%
8	19	0.1%
9	22	0.1%

Value	Count	Frequency (%)
42862	1	< 0.1%
42658	1	< 0.1%
42636	1	< 0.1%
42470	1	< 0.1%
42260	1	< 0.1%
42021	1	< 0.1%
41802	1	< 0.1%
41561	1	< 0.1%
41541	1	< 0.1%
41476	1	< 0.1%

protocol_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

tcp	20526
udp	3011
icmp	1655

Length

Max length	4
Median length	3
Mean length	3.0656955
Min length	3

Characters and Unicode

Total characters	77231
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	udp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	20526	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	20526	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Most occurring characters

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77231	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	77231	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77231	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

service
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	66
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

http	8003
private	4351
domain_u	1820
smtp	1449
ftp_data	1396
Other values (61)	8173

Length

Max length	11
Median length	10
Mean length	5.4736821
Min length	3

Characters and Unicode

Total characters	137893
Distinct characters	39
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	ftp_data
2nd row	other
3rd row	private
4th row	http
5th row	http

Common Values

Value	Count	Frequency (%)
http	8003	31.8%
private	4351	17.3%
domain_u	1820	7.2%
smtp	1449	5.8%
ftp_data	1396	5.5%
eco_i	909	3.6%
other	858	3.4%
ecr_i	613	2.4%
telnet	483	1.9%
finger	366	1.5%
Other values (56)	4944	19.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	8003	31.8%
private	4351	17.3%
domain_u	1820	7.2%
smtp	1449	5.8%
ftp_data	1396	5.5%
eco_i	909	3.6%
other	858	3.4%
ecr_i	613	2.4%
telnet	483	1.9%
finger	366	1.5%
Other values (56)	4944	19.6%

Most occurring characters

Value	Count	Frequency (%)
t	29049	21.1%
p	17578	12.7%
a	10319	7.5%
e	9860	7.2%
h	9852	7.1%
i	9744	7.1%
r	6989	5.1%
_	5928	4.3%
o	4909	3.6%
n	4525	3.3%
Other values (29)	29140	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	130368	94.5%
Connector Punctuation	5928	4.3%
Decimal Number	1283	0.9%
Uppercase Letter	314	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	29049	22.3%
p	17578	13.5%
a	10319	7.9%
e	9860	7.6%
h	9852	7.6%
i	9744	7.5%
r	6989	5.4%
o	4909	3.8%
n	4525	3.5%
v	4458	3.4%
Other values (15)	23085	17.7%

Decimal Number

Value	Count	Frequency (%)
4	364	28.4%
3	338	26.3%
0	174	13.6%
5	172	13.4%
9	172	13.4%
1	45	3.5%
2	17	1.3%
8	1	0.1%

Uppercase Letter

Value	Count	Frequency (%)
Z	172	54.8%
I	40	12.7%
R	40	12.7%
C	40	12.7%
X	22	7.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5928	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	130682	94.8%
Common	7211	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	29049	22.2%
p	17578	13.5%
a	10319	7.9%
e	9860	7.5%
h	9852	7.5%
i	9744	7.5%
r	6989	5.3%
o	4909	3.8%
n	4525	3.5%
v	4458	3.4%
Other values (20)	23399	17.9%

Common

Value	Count	Frequency (%)
_	5928	82.2%
4	364	5.0%
3	338	4.7%
0	174	2.4%
5	172	2.4%
9	172	2.4%
1	45	0.6%
2	17	0.2%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137893	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	29049	21.1%
p	17578	12.7%
a	10319	7.5%
e	9860	7.2%
h	9852	7.1%
i	9744	7.1%
r	6989	5.1%
_	5928	4.3%
o	4909	3.6%
n	4525	3.3%
Other values (29)	29140	21.1%

flag
Categorical

HIGH CORRELATION IMBALANCE

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

SF	14973
S0	7009
REJ	2216
RSTR	497
RSTO	304
Other values (6)	193

Length

Max length	6
Median length	2
Mean length	2.1550889
Min length	2

Characters and Unicode

Total characters	54291
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	S0
4th row	SF
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	14973	59.4%
S0	7009	27.8%
REJ	2216	8.8%
RSTR	497	2.0%
RSTO	304	1.2%
S1	88	0.3%
SH	43	0.2%
RSTOS0	21	0.1%
S2	21	0.1%
S3	15	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	14973	59.4%
s0	7009	27.8%
rej	2216	8.8%
rstr	497	2.0%
rsto	304	1.2%
s1	88	0.3%
sh	43	0.2%
rstos0	21	0.1%
s2	21	0.1%
s3	15	0.1%

Most occurring characters

Value	Count	Frequency (%)
S	22992	42.3%
F	14973	27.6%
0	7030	12.9%
R	3535	6.5%
E	2216	4.1%
J	2216	4.1%
T	827	1.5%
O	330	0.6%
1	88	0.2%
H	48	0.1%
Other values (2)	36	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	47137	86.8%
Decimal Number	7154	13.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	22992	48.8%
F	14973	31.8%
R	3535	7.5%
E	2216	4.7%
J	2216	4.7%
T	827	1.8%
O	330	0.7%
H	48	0.1%

Decimal Number

Value	Count	Frequency (%)
0	7030	98.3%
1	88	1.2%
2	21	0.3%
3	15	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	47137	86.8%
Common	7154	13.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	22992	48.8%
F	14973	31.8%
R	3535	7.5%
E	2216	4.7%
J	2216	4.7%
T	827	1.8%
O	330	0.7%
H	48	0.1%

Common

Value	Count	Frequency (%)
0	7030	98.3%
1	88	1.2%
2	21	0.3%
3	15	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54291	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	22992	42.3%
F	14973	27.6%
0	7030	12.9%
R	3535	6.5%
E	2216	4.1%
J	2216	4.1%
T	827	1.5%
O	330	0.6%
1	88	0.2%
H	48	0.1%
Other values (2)	36	0.1%

src_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1665
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24330.628

Minimum	0
Maximum	3.8170909 × 10⁸
Zeros	9866
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	279
95-th percentile	1486.45
Maximum	3.8170909 × 10⁸
Range	3.8170909 × 10⁸
Interquartile range (IQR)	279

Descriptive statistics

Standard deviation	2410805.4
Coefficient of variation (CV)	99.08521
Kurtosis	24944.614
Mean	24330.628
Median Absolute Deviation (MAD)	44
Skewness	157.55854
Sum	6.1293719 × 10⁸
Variance	5.8119827 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9866	39.2%
8	738	2.9%
1	480	1.9%
44	467	1.9%
45	416	1.7%
1032	390	1.5%
46	284	1.1%
43	231	0.9%
147	210	0.8%
105	204	0.8%
Other values (1655)	11906	47.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9866	39.2%
1	480	1.9%
4	1	< 0.1%
5	4	< 0.1%
6	32	0.1%
7	26	0.1%
8	738	2.9%
9	39	0.2%
10	32	0.1%
11	14	0.1%

Value	Count	Frequency (%)
381709090	1	< 0.1%
7665876	1	< 0.1%
7248552	1	< 0.1%
5135678	3	< 0.1%
5133876	8	< 0.1%
5131424	2	< 0.1%
5097472	1	< 0.1%
2280318	1	< 0.1%
2194620	2	< 0.1%
2194619	44	0.2%

dst_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	3922
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3491.8472

Minimum	0
Maximum	5151385
Zeros	13574
Zeros (%)	53.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	530.25
95-th percentile	8314
Maximum	5151385
Range	5151385
Interquartile range (IQR)	530.25

Descriptive statistics

Standard deviation	88830.718
Coefficient of variation (CV)	25.439463
Kurtosis	3130.1726
Mean	3491.8472
Median Absolute Deviation (MAD)	0
Skewness	54.777576
Sum	87966614
Variance	7.8908965 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13574	53.9%
105	309	1.2%
8314	175	0.7%
44	115	0.5%
42	105	0.4%
330	105	0.4%
332	103	0.4%
331	97	0.4%
4	94	0.4%
329	88	0.3%
Other values (3912)	10427	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13574	53.9%
1	6	< 0.1%
4	94	0.4%
15	7	< 0.1%
17	7	< 0.1%
18	3	< 0.1%
24	2	< 0.1%
26	3	< 0.1%
28	2	< 0.1%
29	8	< 0.1%

Value	Count	Frequency (%)
5151385	1	< 0.1%
5150836	1	< 0.1%
5150772	1	< 0.1%
5150180	1	< 0.1%
5149533	1	< 0.1%
5131424	1	< 0.1%
5129964	1	< 0.1%
1639484	1	< 0.1%
1593580	1	< 0.1%
1437092	1	< 0.1%

land
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25190
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

wrong_fragment
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	24968
3	187
1	37

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

urgent
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25191
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

hot
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19803906

Minimum	0
Maximum	77
Zeros	24672
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1542018
Coefficient of variation (CV)	10.877661
Kurtosis	213.69796
Mean	0.19803906
Median Absolute Deviation (MAD)	0
Skewness	13.589537
Sum	4989
Variance	4.6405853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	24672	97.9%
2	200	0.8%
1	78	0.3%
30	55	0.2%
28	52	0.2%
4	37	0.1%
6	26	0.1%
5	17	0.1%
22	13	0.1%
24	9	< 0.1%
Other values (12)	33	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24672	97.9%
1	78	0.3%
2	200	0.8%
3	7	< 0.1%
4	37	0.1%
5	17	0.1%
6	26	0.1%
7	2	< 0.1%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
30	55	0.2%
28	52	0.2%
25	1	< 0.1%
24	9	< 0.1%
22	13	0.1%
20	1	< 0.1%
19	8	< 0.1%
18	6	< 0.1%
17	1	< 0.1%

num_failed_logins
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25169
1	19
2	2
3	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

logged_in
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	15247
1	9945

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring characters

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

num_compromised
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22785011

Minimum	0
Maximum	884
Zeros	24920
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.417352
Coefficient of variation (CV)	45.720197
Kurtosis	4313.7758
Mean	0.22785011
Median Absolute Deviation (MAD)	0
Skewness	62.191088
Sum	5740
Variance	108.52122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	24920	98.9%
1	194	0.8%
2	21	0.1%
4	13	0.1%
6	8	< 0.1%
3	7	< 0.1%
5	5	< 0.1%
7	2	< 0.1%
151	2	< 0.1%
12	2	< 0.1%
Other values (18)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24920	98.9%
1	194	0.8%
2	21	0.1%
3	7	< 0.1%
4	13	0.1%
5	5	< 0.1%
6	8	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
789	1	< 0.1%
558	1	< 0.1%
520	1	< 0.1%
462	1	< 0.1%
457	1	< 0.1%
371	1	< 0.1%
217	1	< 0.1%
193	1	< 0.1%
157	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25153
1	39

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

su_attempted
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25171
2	13
1	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

num_root
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24984122

Minimum	0
Maximum	975
Zeros	25058
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	975
Range	975
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.500842
Coefficient of variation (CV)	46.032604
Kurtosis	4315.7675
Mean	0.24984122
Median Absolute Deviation (MAD)	0
Skewness	62.321064
Sum	6294
Variance	132.26936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	25058	99.5%
1	47	0.2%
9	24	0.1%
6	23	0.1%
2	10	< 0.1%
5	6	< 0.1%
4	2	< 0.1%
3	2	< 0.1%
14	1	< 0.1%
100	1	< 0.1%
Other values (18)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25058	99.5%
1	47	0.2%
2	10	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	6	< 0.1%
6	23	0.1%
7	1	< 0.1%
9	24	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
975	1	< 0.1%
867	1	< 0.1%
629	1	< 0.1%
572	1	< 0.1%
512	1	< 0.1%
508	1	< 0.1%
417	1	< 0.1%
247	1	< 0.1%
191	1	< 0.1%
179	1	< 0.1%

num_file_creations
Real number (ℝ)

SKEWED ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.014726897

Minimum	0
Maximum	40
Zeros	25126
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	40
Range	40
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5296023
Coefficient of variation (CV)	35.961566
Kurtosis	3158.2051
Mean	0.014726897
Median Absolute Deviation (MAD)	0
Skewness	52.141688
Sum	371
Variance	0.2804786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	25126	99.7%
1	37	0.1%
2	7	< 0.1%
4	3	< 0.1%
8	2	< 0.1%
18	2	< 0.1%
5	2	< 0.1%
21	1	< 0.1%
11	1	< 0.1%
20	1	< 0.1%
Other values (10)	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25126	99.7%
1	37	0.1%
2	7	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
8	2	< 0.1%
11	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
38	1	< 0.1%
29	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%

num_shells
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25183
1	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

num_access_files
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0043267704

Minimum	0
Maximum	8
Zeros	25113
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.098523977
Coefficient of variation (CV)	22.770789
Kurtosis	2499.9078
Mean	0.0043267704
Median Absolute Deviation (MAD)	0
Skewness	41.752764
Sum	109
Variance	0.009706974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	25113	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25113	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	8	< 0.1%
1	65	0.3%
0	25113	99.7%

num_outbound_cmds
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25192

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25192	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25192	100.0%

is_host_login
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25192

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25192	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25192	100.0%

is_guest_login
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	24962
1	230

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

count
Real number (ℝ)

Distinct	466
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.59118

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	14
Q3	144
95-th percentile	286
Maximum	511
Range	510
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	114.67345
Coefficient of variation (CV)	1.3556195
Kurtosis	1.978018
Mean	84.59118
Median Absolute Deviation (MAD)	13
Skewness	1.5037325
Sum	2131021
Variance	13150
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5519	21.9%
2	1934	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
11	317	1.3%
Other values (456)	13675	54.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5519	21.9%
2	1934	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
10	311	1.2%

Value	Count	Frequency (%)
511	293	1.2%
510	58	0.2%
509	49	0.2%
508	6	< 0.1%
507	1	< 0.1%
506	1	< 0.1%
502	1	< 0.1%
500	3	< 0.1%
497	1	< 0.1%
496	2	< 0.1%

srv_count
Real number (ℝ)

Distinct	414
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.698754

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	157
Maximum	511
Range	510
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.468242
Coefficient of variation (CV)	2.6162997
Kurtosis	24.396696
Mean	27.698754
Median Absolute Deviation (MAD)	7
Skewness	4.7075228
Sum	697787
Variance	5251.6461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5080	20.2%
2	2538	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
11	688	2.7%
Other values (404)	10546	41.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5080	20.2%
2	2538	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
10	647	2.6%

Value	Count	Frequency (%)
511	200	0.8%
510	36	0.1%
509	6	< 0.1%
508	2	< 0.1%
500	1	< 0.1%
497	1	< 0.1%
496	1	< 0.1%
492	2	< 0.1%
489	1	< 0.1%
488	1	< 0.1%

serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28633773

Minimum	0
Maximum	1
Zeros	17329
Zeros (%)	68.8%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44731232
Coefficient of variation (CV)	1.5621844
Kurtosis	-1.0743895
Mean	0.28633773
Median Absolute Deviation (MAD)	0
Skewness	0.95264674
Sum	7213.42
Variance	0.20008831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17329	68.8%
1	6941	27.6%
0.5	122	0.5%
0.07	53	0.2%
0.06	50	0.2%
0.05	50	0.2%
0.33	48	0.2%
0.01	46	0.2%
0.08	46	0.2%
0.25	43	0.2%
Other values (60)	464	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17329	68.8%
0.01	46	0.2%
0.02	16	0.1%
0.03	31	0.1%
0.04	29	0.1%
0.05	50	0.2%
0.06	50	0.2%
0.07	53	0.2%
0.08	46	0.2%
0.09	38	0.2%

Value	Count	Frequency (%)
1	6941	27.6%
0.99	41	0.2%
0.98	12	< 0.1%
0.97	16	0.1%
0.96	7	< 0.1%
0.95	6	< 0.1%
0.94	2	< 0.1%
0.93	6	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%

srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28376231

Minimum	0
Maximum	1
Zeros	17708
Zeros (%)	70.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44759891
Coefficient of variation (CV)	1.5773727
Kurtosis	-1.0578876
Mean	0.28376231
Median Absolute Deviation (MAD)	0
Skewness	0.96349972
Sum	7148.54
Variance	0.20034478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17708	70.3%
1	7003	27.8%
0.5	94	0.4%
0.33	51	0.2%
0.25	42	0.2%
0.2	32	0.1%
0.05	26	0.1%
0.17	22	0.1%
0.03	20	0.1%
0.04	20	0.1%
Other values (46)	174	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17708	70.3%
0.01	1	< 0.1%
0.02	13	0.1%
0.03	20	0.1%
0.04	20	0.1%
0.05	26	0.1%
0.06	10	< 0.1%
0.07	16	0.1%
0.08	10	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	7003	27.8%
0.95	9	< 0.1%
0.94	1	< 0.1%
0.93	1	< 0.1%
0.92	3	< 0.1%
0.91	3	< 0.1%
0.9	4	< 0.1%
0.89	3	< 0.1%
0.88	1	< 0.1%
0.86	1	< 0.1%

rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11863012

Minimum	0
Maximum	1
Zeros	21985
Zeros (%)	87.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31874547
Coefficient of variation (CV)	2.6868848
Kurtosis	3.547199
Mean	0.11863012
Median Absolute Deviation (MAD)	0
Skewness	2.3463583
Sum	2988.53
Variance	0.10159868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21985	87.3%
1	2552	10.1%
0.9	43	0.2%
0.89	39	0.2%
0.91	38	0.2%
0.92	38	0.2%
0.95	37	0.1%
0.5	36	0.1%
0.93	34	0.1%
0.94	31	0.1%
Other values (62)	359	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21985	87.3%
0.01	8	< 0.1%
0.02	15	0.1%
0.03	21	0.1%
0.04	9	< 0.1%
0.05	8	< 0.1%
0.06	2	< 0.1%
0.07	8	< 0.1%
0.08	5	< 0.1%
0.09	1	< 0.1%

Value	Count	Frequency (%)
1	2552	10.1%
0.99	6	< 0.1%
0.98	2	< 0.1%
0.97	7	< 0.1%
0.96	11	< 0.1%
0.95	37	0.1%
0.94	31	0.1%
0.93	34	0.1%
0.92	38	0.2%
0.91	38	0.2%

srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1202604

Minimum	0
Maximum	1
Zeros	21959
Zeros (%)	87.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32233535
Coefficient of variation (CV)	2.6803117
Kurtosis	3.5138754
Mean	0.1202604
Median Absolute Deviation (MAD)	0
Skewness	2.340787
Sum	3029.6
Variance	0.10390008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	21959	87.2%
1	2937	11.7%
0.5	56	0.2%
0.33	32	0.1%
0.25	26	0.1%
0.17	17	0.1%
0.2	16	0.1%
0.04	14	0.1%
0.08	11	< 0.1%
0.67	11	< 0.1%
Other values (32)	113	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21959	87.2%
0.02	9	< 0.1%
0.03	8	< 0.1%
0.04	14	0.1%
0.05	8	< 0.1%
0.06	10	< 0.1%
0.07	7	< 0.1%
0.08	11	< 0.1%
0.09	2	< 0.1%
0.1	8	< 0.1%

Value	Count	Frequency (%)
1	2937	11.7%
0.85	1	< 0.1%
0.84	1	< 0.1%
0.83	3	< 0.1%
0.81	2	< 0.1%
0.8	3	< 0.1%
0.79	2	< 0.1%
0.76	1	< 0.1%
0.75	5	< 0.1%
0.74	1	< 0.1%

same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	97
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66055891

Minimum	0
Maximum	1
Zeros	543
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.43963738
Coefficient of variation (CV)	0.66555363
Kurtosis	-1.6117348
Mean	0.66055891
Median Absolute Deviation (MAD)	0
Skewness	-0.57048925
Sum	16640.8
Variance	0.19328103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15357	61.0%
0.01	827	3.3%
0.02	710	2.8%
0.06	681	2.7%
0.03	678	2.7%
0.07	671	2.7%
0.04	658	2.6%
0.08	601	2.4%
0.05	590	2.3%
0	543	2.2%
Other values (87)	3876	15.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	543	2.2%
0.01	827	3.3%
0.02	710	2.8%
0.03	678	2.7%
0.04	658	2.6%
0.05	590	2.3%
0.06	681	2.7%
0.07	671	2.7%
0.08	601	2.4%
0.09	399	1.6%

Value	Count	Frequency (%)
1	15357	61.0%
0.99	147	0.6%
0.98	18	0.1%
0.97	9	< 0.1%
0.96	4	< 0.1%
0.95	3	< 0.1%
0.94	3	< 0.1%
0.93	9	< 0.1%
0.92	6	< 0.1%
0.91	2	< 0.1%

diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.062363052

Minimum	0
Maximum	1
Zeros	15245
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.17855
Coefficient of variation (CV)	2.8630734
Kurtosis	19.295833
Mean	0.062363052
Median Absolute Deviation (MAD)	0
Skewness	4.4177491
Sum	1571.05
Variance	0.031880101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15245	60.5%
0.06	3861	15.3%
0.07	1947	7.7%
0.05	1350	5.4%
1	663	2.6%
0.08	374	1.5%
0.01	194	0.8%
0.04	130	0.5%
0.09	121	0.5%
0.5	116	0.5%
Other values (69)	1191	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15245	60.5%
0.01	194	0.8%
0.02	49	0.2%
0.03	48	0.2%
0.04	130	0.5%
0.05	1350	5.4%
0.06	3861	15.3%
0.07	1947	7.7%
0.08	374	1.5%
0.09	121	0.5%

Value	Count	Frequency (%)
1	663	2.6%
0.99	10	< 0.1%
0.98	2	< 0.1%
0.97	1	< 0.1%
0.96	8	< 0.1%
0.95	12	< 0.1%
0.83	2	< 0.1%
0.82	1	< 0.1%
0.8	2	< 0.1%
0.79	1	< 0.1%

srv_diff_host_rate
Real number (ℝ)

Distinct	57
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.095930851

Minimum	0
Maximum	1
Zeros	19517
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.25658285
Coefficient of variation (CV)	2.6746646
Kurtosis	7.0101581
Mean	0.095930851
Median Absolute Deviation (MAD)	0
Skewness	2.8859421
Sum	2416.69
Variance	0.065834757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19517	77.5%
1	1559	6.2%
0.01	586	2.3%
0.67	210	0.8%
0.5	193	0.8%
0.12	170	0.7%
0.33	167	0.7%
0.25	164	0.7%
0.02	153	0.6%
0.11	143	0.6%
Other values (47)	2330	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19517	77.5%
0.01	586	2.3%
0.02	153	0.6%
0.03	40	0.2%
0.04	39	0.2%
0.05	59	0.2%
0.06	118	0.5%
0.07	111	0.4%
0.08	124	0.5%
0.09	112	0.4%

Value	Count	Frequency (%)
1	1559	6.2%
0.88	1	< 0.1%
0.83	1	< 0.1%
0.8	14	0.1%
0.75	58	0.2%
0.71	3	< 0.1%
0.67	210	0.8%
0.62	3	< 0.1%
0.6	41	0.2%
0.57	7	< 0.1%

dst_host_count
Real number (ℝ)

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.53207

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	84
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	171

Descriptive statistics

Standard deviation	98.993895
Coefficient of variation (CV)	0.54233699
Kurtosis	-1.0447809
Mean	182.53207
Median Absolute Deviation (MAD)	0
Skewness	-0.84316081
Sum	4598348
Variance	9799.7913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	14850	58.9%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
8	134	0.5%
10	112	0.4%
11	111	0.4%
Other values (246)	8019	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
7	107	0.4%
8	134	0.5%
9	110	0.4%

Value	Count	Frequency (%)
255	14850	58.9%
254	17	0.1%
253	17	0.1%
252	17	0.1%
251	12	< 0.1%
250	18	0.1%
249	15	0.1%
248	17	0.1%
247	21	0.1%
246	23	0.1%

dst_host_srv_count
Real number (ℝ)

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.06304

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	61
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.64685
Coefficient of variation (CV)	0.96161942
Kurtosis	-1.75104
Mean	115.06304
Median Absolute Deviation (MAD)	59
Skewness	0.29430576
Sum	2898668
Variance	12242.725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	7148	28.4%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
20	475	1.9%
5	464	1.8%
6	453	1.8%
254	440	1.7%
19	433	1.7%
Other values (246)	12008	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
5	464	1.8%
6	453	1.8%
7	410	1.6%
8	426	1.7%
9	404	1.6%

Value	Count	Frequency (%)
255	7148	28.4%
254	440	1.7%
253	91	0.4%
252	35	0.1%
251	81	0.3%
250	67	0.3%
249	42	0.2%
248	44	0.2%
247	57	0.2%
246	52	0.2%

dst_host_same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51979081

Minimum	0
Maximum	1
Zeros	1379
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.44894392
Coefficient of variation (CV)	0.86370115
Kurtosis	-1.8846326
Mean	0.51979081
Median Absolute Deviation (MAD)	0.49
Skewness	-0.0040236622
Sum	13094.57
Variance	0.20155064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9758	38.7%
0.01	1541	6.1%
0	1379	5.5%
0.02	1325	5.3%
0.07	1122	4.5%
0.04	1046	4.2%
0.05	1017	4.0%
0.03	799	3.2%
0.06	701	2.8%
0.08	577	2.3%
Other values (91)	5927	23.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1379	5.5%
0.01	1541	6.1%
0.02	1325	5.3%
0.03	799	3.2%
0.04	1046	4.2%
0.05	1017	4.0%
0.06	701	2.8%
0.07	1122	4.5%
0.08	577	2.3%
0.09	360	1.4%

Value	Count	Frequency (%)
1	9758	38.7%
0.99	121	0.5%
0.98	170	0.7%
0.97	101	0.4%
0.96	160	0.6%
0.95	126	0.5%
0.94	87	0.3%
0.93	81	0.3%
0.92	72	0.3%
0.91	69	0.3%

dst_host_diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.082538504

Minimum	0
Maximum	1
Zeros	9343
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.03
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.18719111
Coefficient of variation (CV)	2.2679247
Kurtosis	12.727509
Mean	0.082538504
Median Absolute Deviation (MAD)	0.03
Skewness	3.616185
Sum	2079.31
Variance	0.035040513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9343	37.1%
0.07	3448	13.7%
0.06	1917	7.6%
0.01	1881	7.5%
0.05	1436	5.7%
0.08	1367	5.4%
0.02	1327	5.3%
0.03	745	3.0%
0.04	603	2.4%
0.09	523	2.1%
Other values (91)	2602	10.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9343	37.1%
0.01	1881	7.5%
0.02	1327	5.3%
0.03	745	3.0%
0.04	603	2.4%
0.05	1436	5.7%
0.06	1917	7.6%
0.07	3448	13.7%
0.08	1367	5.4%
0.09	523	2.1%

Value	Count	Frequency (%)
1	408	1.6%
0.99	7	< 0.1%
0.98	6	< 0.1%
0.97	18	0.1%
0.96	12	< 0.1%
0.95	14	0.1%
0.94	12	< 0.1%
0.93	3	< 0.1%
0.92	6	< 0.1%
0.91	28	0.1%

dst_host_same_src_port_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14745276

Minimum	0
Maximum	1
Zeros	12673
Zeros (%)	50.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.30836659
Coefficient of variation (CV)	2.0912907
Kurtosis	2.8108033
Mean	0.14745276
Median Absolute Deviation (MAD)	0
Skewness	2.0985268
Sum	3714.63
Variance	0.095089954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
1	2052	8.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.5	232	0.9%
0.08	230	0.9%
0.06	226	0.9%
Other values (91)	3721	14.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.06	226	0.9%
0.07	199	0.8%
0.08	230	0.9%
0.09	150	0.6%

Value	Count	Frequency (%)
1	2052	8.1%
0.99	19	0.1%
0.98	37	0.1%
0.97	32	0.1%
0.96	46	0.2%
0.95	61	0.2%
0.94	24	0.1%
0.93	33	0.1%
0.92	15	0.1%
0.91	29	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.031844236

Minimum	0
Maximum	1
Zeros	17387
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.11057497
Coefficient of variation (CV)	3.4723699
Kurtosis	36.8991
Mean	0.031844236
Median Absolute Deviation (MAD)	0
Skewness	5.6170652
Sum	802.22
Variance	0.012226824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17387	69.0%
0.02	1612	6.4%
0.01	1468	5.8%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.5	317	1.3%
0.06	264	1.0%
0.07	215	0.9%
0.25	205	0.8%
Other values (53)	1296	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17387	69.0%
0.01	1468	5.8%
0.02	1612	6.4%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.06	264	1.0%
0.07	215	0.9%
0.08	87	0.3%
0.09	71	0.3%

Value	Count	Frequency (%)
1	132	0.5%
0.97	1	< 0.1%
0.86	1	< 0.1%
0.8	1	< 0.1%
0.75	3	< 0.1%
0.67	16	0.1%
0.6	5	< 0.1%
0.57	5	< 0.1%
0.56	8	< 0.1%
0.55	4	< 0.1%

dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28580025

Minimum	0
Maximum	1
Zeros	16221
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44531648
Coefficient of variation (CV)	1.5581388
Kurtosis	-1.0613589
Mean	0.28580025
Median Absolute Deviation (MAD)	0
Skewness	0.95814722
Sum	7199.88
Variance	0.19830676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16221	64.4%
1	6739	26.8%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.09	79	0.3%
0.08	69	0.3%
0.05	64	0.3%
0.99	59	0.2%
Other values (90)	812	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16221	64.4%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.05	64	0.3%
0.06	34	0.1%
0.07	47	0.2%
0.08	69	0.3%
0.09	79	0.3%

Value	Count	Frequency (%)
1	6739	26.8%
0.99	59	0.2%
0.98	36	0.1%
0.97	18	0.1%
0.96	20	0.1%
0.95	14	0.1%
0.94	21	0.1%
0.93	15	0.1%
0.92	11	< 0.1%
0.91	8	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27984638

Minimum	0
Maximum	1
Zeros	17005
Zeros (%)	67.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44607533
Coefficient of variation (CV)	1.5940007
Kurtosis	-1.0217227
Mean	0.27984638
Median Absolute Deviation (MAD)	0
Skewness	0.98433873
Sum	7049.89
Variance	0.1989832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17005	67.5%
1	6862	27.2%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.5	24	0.1%
0.08	16	0.1%
0.12	16	0.1%
0.04	15	0.1%
0.05	15	0.1%
Other values (78)	313	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17005	67.5%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.04	15	0.1%
0.05	15	0.1%
0.06	15	0.1%
0.07	14	0.1%
0.08	16	0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	6862	27.2%
0.98	6	< 0.1%
0.97	13	0.1%
0.96	13	0.1%
0.95	6	< 0.1%
0.94	8	< 0.1%
0.93	7	< 0.1%
0.92	4	< 0.1%
0.91	9	< 0.1%
0.9	2	< 0.1%

dst_host_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1178001

Minimum	0
Maximum	1
Zeros	20688
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.30586925
Coefficient of variation (CV)	2.596511
Kurtosis	3.7655958
Mean	0.1178001
Median Absolute Deviation (MAD)	0
Skewness	2.3637067
Sum	2967.62
Variance	0.093555995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	82.1%
1	2069	8.2%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.05	85	0.3%
0.04	77	0.3%
0.92	52	0.2%
0.9	46	0.2%
0.91	43	0.2%
Other values (91)	1431	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20688	82.1%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.04	77	0.3%
0.05	85	0.3%
0.06	33	0.1%
0.07	39	0.2%
0.08	37	0.1%
0.09	15	0.1%

Value	Count	Frequency (%)
1	2069	8.2%
0.99	7	< 0.1%
0.98	12	< 0.1%
0.97	20	0.1%
0.96	39	0.2%
0.95	29	0.1%
0.94	23	0.1%
0.93	23	0.1%
0.92	52	0.2%
0.91	43	0.2%

dst_host_srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11876945

Minimum	0
Maximum	1
Zeros	21349
Zeros (%)	84.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31733347
Coefficient of variation (CV)	2.6718442
Kurtosis	3.633093
Mean	0.11876945
Median Absolute Deviation (MAD)	0
Skewness	2.3604836
Sum	2992.04
Variance	0.10070053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21349	84.7%
1	2617	10.4%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.99	33	0.1%
0.98	30	0.1%
Other values (90)	540	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21349	84.7%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.07	17	0.1%
0.08	18	0.1%
0.09	11	< 0.1%

Value	Count	Frequency (%)
1	2617	10.4%
0.99	33	0.1%
0.98	30	0.1%
0.97	19	0.1%
0.96	17	0.1%
0.95	11	< 0.1%
0.94	11	< 0.1%
0.93	10	< 0.1%
0.92	7	< 0.1%
0.91	7	< 0.1%

class
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

normal	13449
anomaly	11743

Length

Max length	7
Median length	6
Mean length	6.46614
Min length	6

Characters and Unicode

Total characters	162895
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	anomaly
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	13449	53.4%
anomaly	11743	46.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	13449	53.4%
anomaly	11743	46.6%

Most occurring characters

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	162895	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	162895	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	162895	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Auto

Heatmap
Table

	duration	src_bytes	dst_bytes	hot	num_compromised	num_root	num_file_creations	num_access_files	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type	service	flag	land	wrong_fragment	urgent	num_failed_logins	logged_in	root_shell	su_attempted	num_shells	is_guest_login	class
duration	1.000	0.220	0.149	0.225	0.100	0.054	0.080	0.048	-0.322	-0.321	-0.185	-0.183	0.057	0.052	0.167	-0.134	0.005	-0.059	-0.161	-0.143	0.199	0.187	-0.034	-0.153	-0.153	0.069	0.078	0.081	0.158	0.188	0.000	0.000	0.000	0.030	0.064	0.129	0.170	0.000	0.000	0.080
src_bytes	0.220	1.000	0.700	0.202	0.156	0.085	0.077	0.064	-0.527	-0.056	-0.675	-0.654	-0.356	-0.335	0.754	-0.705	0.288	-0.408	0.619	0.619	-0.526	0.381	0.347	-0.625	-0.610	-0.225	-0.255	0.000	0.000	0.217	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
dst_bytes	0.149	0.700	1.000	0.200	0.174	-0.003	0.048	0.073	-0.441	-0.020	-0.536	-0.510	-0.294	-0.271	0.628	-0.604	0.313	-0.340	0.703	0.667	-0.624	0.061	0.325	-0.517	-0.482	-0.215	-0.181	0.000	0.151	0.051	0.000	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.010
hot	0.225	0.202	0.200	1.000	0.499	0.016	0.080	0.017	-0.150	-0.141	-0.088	-0.083	-0.006	0.018	0.105	-0.103	-0.029	-0.062	0.007	0.064	-0.061	-0.006	-0.068	-0.064	-0.071	0.102	0.100	0.023	0.324	0.033	0.000	0.000	0.000	0.000	0.096	0.064	0.000	0.135	0.803	0.026
num_compromised	0.100	0.156	0.174	0.499	1.000	0.200	0.154	0.098	-0.093	-0.086	-0.063	-0.062	-0.002	0.029	0.078	-0.077	-0.015	-0.046	0.001	0.063	-0.059	-0.002	-0.054	-0.026	-0.023	0.127	0.152	0.000	0.039	0.000	0.000	0.000	0.000	0.048	0.024	0.523	0.680	0.000	0.000	0.014
num_root	0.054	0.085	-0.003	0.016	0.200	1.000	0.157	0.114	-0.084	-0.085	-0.044	-0.042	-0.025	-0.026	0.051	-0.047	-0.029	-0.054	-0.030	-0.019	0.035	0.057	0.035	-0.030	-0.020	-0.004	-0.005	0.000	0.039	0.000	0.000	0.000	0.000	0.044	0.024	0.522	0.707	0.000	0.000	0.014
num_file_creations	0.080	0.077	0.048	0.080	0.154	0.157	1.000	0.081	-0.059	-0.061	-0.017	-0.020	-0.013	-0.015	0.031	-0.026	-0.015	-0.022	-0.029	-0.018	0.024	0.014	-0.004	0.000	-0.006	0.008	0.006	0.000	0.053	0.066	0.000	0.000	0.000	0.165	0.029	0.091	0.265	0.000	0.064	0.016
num_access_files	0.048	0.064	0.073	0.017	0.098	0.114	0.081	1.000	-0.054	-0.043	-0.034	-0.033	-0.015	0.007	0.040	-0.038	0.021	-0.004	0.011	0.015	-0.002	-0.012	-0.012	-0.027	-0.028	-0.000	-0.001	0.011	0.030	0.000	0.000	0.000	0.000	0.000	0.068	0.434	0.503	0.117	0.000	0.044
count	-0.322	-0.527	-0.441	-0.150	-0.093	-0.084	-0.059	-0.054	1.000	0.520	0.579	0.543	0.071	0.064	-0.720	0.615	-0.321	0.618	-0.325	-0.430	0.359	-0.549	-0.531	0.537	0.507	0.022	0.022	0.278	0.381	0.254	0.000	0.095	0.000	0.000	0.649	0.026	0.000	0.000	0.076	0.651
srv_count	-0.321	-0.056	-0.020	-0.141	-0.086	-0.085	-0.061	-0.043	0.520	1.000	0.074	0.109	-0.204	-0.204	0.030	-0.039	0.235	0.219	0.300	0.255	-0.242	-0.199	-0.125	0.048	0.078	-0.212	-0.219	0.547	0.359	0.080	0.000	0.263	0.000	0.000	0.228	0.000	0.000	0.000	0.022	0.216
serror_rate	-0.185	-0.675	-0.536	-0.088	-0.063	-0.044	-0.017	-0.034	0.579	0.074	1.000	0.974	-0.176	-0.181	-0.758	0.675	-0.324	0.431	-0.525	-0.576	0.487	-0.488	-0.388	0.934	0.920	-0.225	-0.208	0.217	0.247	0.405	0.000	0.130	0.000	0.000	0.494	0.014	0.000	0.000	0.059	0.655
srv_serror_rate	-0.183	-0.654	-0.510	-0.083	-0.062	-0.042	-0.020	-0.033	0.543	0.109	0.974	1.000	-0.225	-0.238	-0.708	0.625	-0.306	0.412	-0.479	-0.530	0.440	-0.474	-0.368	0.918	0.940	-0.275	-0.260	0.216	0.238	0.373	0.000	0.039	0.000	0.000	0.495	0.000	0.000	0.000	0.059	0.653
rerror_rate	0.057	-0.356	-0.294	-0.006	-0.002	-0.025	-0.013	-0.015	0.071	-0.204	-0.176	-0.225	1.000	0.965	-0.219	0.232	-0.153	0.086	-0.310	-0.291	0.289	-0.012	-0.084	-0.184	-0.228	0.842	0.885	0.125	0.151	0.376	0.000	0.017	0.000	0.008	0.288	0.016	0.025	0.000	0.032	0.261
srv_rerror_rate	0.052	-0.335	-0.271	0.018	0.029	-0.026	-0.015	0.007	0.064	-0.204	-0.181	-0.238	0.965	1.000	-0.205	0.210	-0.121	0.080	-0.294	-0.273	0.273	-0.020	-0.083	-0.190	-0.240	0.833	0.894	0.126	0.107	0.361	0.000	0.017	0.000	0.006	0.292	0.006	0.000	0.000	0.028	0.260
same_srv_rate	0.167	0.754	0.628	0.105	0.078	0.051	0.031	0.040	-0.720	0.030	-0.758	-0.708	-0.219	-0.205	1.000	-0.921	0.385	-0.540	0.697	0.757	-0.649	0.530	0.487	-0.717	-0.681	-0.142	-0.155	0.214	0.319	0.296	0.000	0.043	0.000	0.000	0.605	0.033	0.000	0.000	0.069	0.752
diff_srv_rate	-0.134	-0.705	-0.604	-0.103	-0.077	-0.047	-0.026	-0.038	0.615	-0.039	0.675	0.625	0.232	0.210	-0.921	1.000	-0.377	0.523	-0.668	-0.727	0.645	-0.447	-0.479	0.643	0.597	0.156	0.159	0.122	0.161	0.145	0.000	0.000	0.000	0.000	0.171	0.000	0.000	0.000	0.008	0.150
srv_diff_host_rate	0.005	0.288	0.313	-0.029	-0.015	-0.029	-0.015	0.021	-0.321	0.235	-0.324	-0.306	-0.153	-0.121	0.385	-0.377	1.000	-0.302	0.404	0.444	-0.406	0.156	0.333	-0.326	-0.305	-0.142	-0.130	0.281	0.256	0.109	0.000	0.088	0.000	0.000	0.337	0.000	0.000	0.000	0.033	0.297
dst_host_count	-0.059	-0.408	-0.340	-0.062	-0.046	-0.054	-0.022	-0.004	0.618	0.219	0.431	0.412	0.086	0.080	-0.540	0.523	-0.302	1.000	-0.353	-0.536	0.435	-0.696	-0.835	0.421	0.382	0.053	0.035	0.230	0.240	0.161	0.010	0.047	0.000	0.027	0.463	0.036	0.022	0.000	0.072	0.445
dst_host_srv_count	-0.161	0.619	0.703	0.007	0.001	-0.030	-0.029	0.011	-0.325	0.300	-0.525	-0.479	-0.310	-0.294	0.697	-0.668	0.404	-0.353	1.000	0.918	-0.839	0.152	0.451	-0.527	-0.471	-0.265	-0.249	0.259	0.402	0.252	0.000	0.119	0.000	0.014	0.651	0.000	0.007	0.029	0.169	0.737
dst_host_same_srv_rate	-0.143	0.619	0.667	0.064	0.063	-0.019	-0.018	0.015	-0.430	0.255	-0.576	-0.530	-0.291	-0.273	0.757	-0.727	0.444	-0.536	0.918	1.000	-0.897	0.307	0.538	-0.582	-0.517	-0.249	-0.222	0.224	0.412	0.266	0.000	0.142	0.000	0.026	0.632	0.035	0.047	0.045	0.244	0.723
dst_host_diff_srv_rate	0.199	-0.526	-0.624	-0.061	-0.059	0.035	0.024	-0.002	0.359	-0.242	0.487	0.440	0.289	0.273	-0.649	0.645	-0.406	0.435	-0.839	-0.897	1.000	-0.212	-0.487	0.503	0.436	0.269	0.227	0.172	0.215	0.214	0.000	0.069	0.000	0.028	0.174	0.039	0.034	0.000	0.034	0.161
dst_host_same_src_port_rate	0.187	0.381	0.061	-0.006	-0.002	0.057	0.014	-0.012	-0.549	-0.199	-0.488	-0.474	-0.012	-0.020	0.530	-0.447	0.156	-0.696	0.152	0.307	-0.212	1.000	0.561	-0.459	-0.454	0.039	-0.007	0.436	0.287	0.151	0.020	0.152	0.000	0.000	0.209	0.006	0.000	0.047	0.035	0.212
dst_host_srv_diff_host_rate	-0.034	0.347	0.325	-0.068	-0.054	0.035	-0.004	-0.012	-0.531	-0.125	-0.388	-0.368	-0.084	-0.083	0.487	-0.479	0.333	-0.835	0.451	0.538	-0.487	0.561	1.000	-0.385	-0.343	-0.067	-0.045	0.440	0.296	0.082	0.103	0.033	0.000	0.000	0.144	0.041	0.047	0.000	0.017	0.170
dst_host_serror_rate	-0.153	-0.625	-0.517	-0.064	-0.026	-0.030	0.000	-0.027	0.537	0.048	0.934	0.918	-0.184	-0.190	-0.717	0.643	-0.326	0.421	-0.527	-0.582	0.503	-0.459	-0.385	1.000	0.919	-0.194	-0.208	0.213	0.250	0.347	0.000	0.054	0.000	0.052	0.497	0.034	0.035	0.034	0.058	0.659
dst_host_srv_serror_rate	-0.153	-0.610	-0.482	-0.071	-0.023	-0.020	-0.006	-0.028	0.507	0.078	0.920	0.940	-0.228	-0.240	-0.681	0.597	-0.305	0.382	-0.471	-0.517	0.436	-0.454	-0.343	0.919	1.000	-0.272	-0.250	0.212	0.259	0.380	0.090	0.038	0.000	0.079	0.495	0.065	0.080	0.062	0.057	0.656
dst_host_rerror_rate	0.069	-0.225	-0.215	0.102	0.127	-0.004	0.008	-0.000	0.022	-0.212	-0.225	-0.275	0.842	0.833	-0.142	0.156	-0.142	0.053	-0.265	-0.249	0.269	0.039	-0.067	-0.194	-0.272	1.000	0.884	0.120	0.152	0.325	0.000	0.140	0.000	0.009	0.277	0.009	0.013	0.000	0.029	0.260
dst_host_srv_rerror_rate	0.078	-0.255	-0.181	0.100	0.152	-0.005	0.006	-0.001	0.022	-0.219	-0.208	-0.260	0.885	0.894	-0.155	0.159	-0.130	0.035	-0.249	-0.222	0.227	-0.007	-0.045	-0.208	-0.250	0.884	1.000	0.126	0.157	0.361	0.000	0.017	0.000	0.072	0.282	0.071	0.106	0.000	0.059	0.293
protocol_type	0.081	0.000	0.000	0.023	0.000	0.000	0.000	0.011	0.278	0.547	0.217	0.216	0.125	0.126	0.214	0.122	0.281	0.230	0.259	0.224	0.172	0.436	0.440	0.213	0.212	0.120	0.126	1.000	0.923	0.278	0.000	0.193	0.000	0.000	0.385	0.017	0.004	0.001	0.045	0.284
service	0.158	0.000	0.151	0.324	0.039	0.039	0.053	0.030	0.381	0.359	0.247	0.238	0.151	0.107	0.319	0.161	0.256	0.240	0.402	0.412	0.215	0.287	0.296	0.250	0.259	0.152	0.157	0.923	1.000	0.300	0.053	0.208	0.000	0.079	0.871	0.172	0.137	0.049	0.813	0.859
flag	0.188	0.217	0.051	0.033	0.000	0.000	0.066	0.000	0.254	0.080	0.405	0.373	0.376	0.361	0.296	0.145	0.109	0.161	0.252	0.266	0.214	0.151	0.082	0.347	0.380	0.325	0.361	0.278	0.300	1.000	0.000	0.052	0.000	0.069	0.650	0.053	0.066	0.000	0.075	0.775
land	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.020	0.103	0.000	0.090	0.000	0.000	0.000	0.053	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
wrong_fragment	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.095	0.263	0.130	0.039	0.017	0.017	0.043	0.000	0.088	0.047	0.119	0.142	0.069	0.152	0.033	0.054	0.038	0.140	0.017	0.193	0.208	0.052	0.000	1.000	0.000	0.000	0.076	0.000	0.000	0.000	0.002	0.101
urgent	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.080	0.000	0.000	0.000	0.000
num_failed_logins	0.030	0.000	0.000	0.000	0.048	0.044	0.165	0.000	0.000	0.000	0.000	0.000	0.008	0.006	0.000	0.000	0.000	0.027	0.014	0.026	0.028	0.000	0.000	0.052	0.079	0.009	0.072	0.000	0.079	0.069	0.000	0.000	0.000	1.000	0.011	0.000	0.246	0.000	0.064	0.001
logged_in	0.064	0.000	0.017	0.096	0.024	0.024	0.029	0.068	0.649	0.228	0.494	0.495	0.288	0.292	0.605	0.171	0.337	0.463	0.651	0.632	0.174	0.209	0.144	0.497	0.495	0.277	0.282	0.385	0.871	0.650	0.000	0.076	0.000	0.011	1.000	0.047	0.035	0.020	0.117	0.688
root_shell	0.129	0.000	0.000	0.064	0.523	0.522	0.091	0.434	0.026	0.000	0.014	0.000	0.016	0.006	0.033	0.000	0.000	0.036	0.000	0.035	0.039	0.006	0.041	0.034	0.065	0.009	0.071	0.017	0.172	0.053	0.000	0.000	0.080	0.000	0.047	1.000	0.588	0.025	0.000	0.016
su_attempted	0.170	0.000	0.000	0.000	0.680	0.707	0.265	0.503	0.000	0.000	0.000	0.000	0.025	0.000	0.000	0.000	0.000	0.022	0.007	0.047	0.034	0.000	0.047	0.035	0.080	0.013	0.106	0.004	0.137	0.066	0.000	0.000	0.000	0.246	0.035	0.588	1.000	0.000	0.000	0.025
num_shells	0.000	0.000	0.000	0.135	0.000	0.000	0.000	0.117	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.045	0.000	0.047	0.000	0.034	0.062	0.000	0.000	0.001	0.049	0.000	0.000	0.000	0.000	0.000	0.020	0.025	0.000	1.000	0.000	0.009
is_guest_login	0.000	0.000	0.000	0.803	0.000	0.000	0.064	0.000	0.076	0.022	0.059	0.059	0.032	0.028	0.069	0.008	0.033	0.072	0.169	0.244	0.034	0.035	0.017	0.058	0.057	0.029	0.059	0.045	0.813	0.075	0.000	0.002	0.000	0.064	0.117	0.000	0.000	0.000	1.000	0.038
class	0.080	0.000	0.010	0.026	0.014	0.014	0.016	0.044	0.651	0.216	0.655	0.653	0.261	0.260	0.752	0.150	0.297	0.445	0.737	0.723	0.161	0.212	0.170	0.659	0.656	0.260	0.293	0.284	0.859	0.775	0.000	0.101	0.000	0.001	0.688	0.016	0.025	0.009	0.038	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class
0	tcp	ftp_data	SF	491	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	normal
1	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	normal
2	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
3	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	normal
4	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	normal
5	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.00	1.00	anomaly
6	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
7	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
8	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
9	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.00	0.00	anomaly

	duration	protocol_type	service	flag	src_bytes	dst_bytes	hot	logged_in	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class
25182	0	tcp	other	REJ	0	0	0	0	0	511	1	0.12	0.00	0.85	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.16	0.0	0.82	1.0	anomaly
25183	0	tcp	private	REJ	0	0	0	0	0	314	1	0.03	0.00	0.95	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.04	0.0	0.96	1.0	anomaly
25184	29	tcp	ftp	SF	329	1063	6	1	1	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	255	60	0.24	0.02	0.00	0.00	0.00	0.0	0.03	0.1	normal
25185	1	tcp	smtp	SF	2896	333	0	1	0	1	3	0.00	0.00	0.00	0.0	1.00	0.00	1.00	12	11	0.92	0.17	0.08	0.00	0.00	0.0	0.00	0.0	normal
25186	0	tcp	http	S1	339	14600	0	1	0	2	33	0.50	0.03	0.00	0.0	1.00	0.00	0.06	173	255	1.00	0.00	0.01	0.01	0.01	0.0	0.01	0.0	normal
25187	0	tcp	exec	RSTO	0	0	0	0	0	100	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	7	0.03	0.06	0.00	0.00	0.00	0.0	1.00	1.0	anomaly
25188	0	tcp	ftp_data	SF	334	0	0	1	0	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	1	39	1.00	0.00	1.00	0.18	0.00	0.0	0.00	0.0	anomaly
25189	0	tcp	private	REJ	0	0	0	0	0	105	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	13	0.05	0.07	0.00	0.00	0.00	0.0	1.00	1.0	anomaly
25190	0	tcp	nnsp	S0	0	0	0	0	0	129	18	1.00	1.00	0.00	0.0	0.14	0.06	0.00	255	20	0.08	0.06	0.00	0.00	1.00	1.0	0.00	0.0	anomaly
25191	0	tcp	finger	S0	0	0	0	0	0	38	9	1.00	1.00	0.00	0.0	0.24	0.11	0.00	255	49	0.19	0.03	0.01	0.00	1.00	1.0	0.00	0.0	anomaly

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script